Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 5703 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 534.7 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|
gross_revenue is highly correlated with qtd_purchases and 1 other fields | High correlation |
qtd_purchases is highly correlated with gross_revenue and 1 other fields | High correlation |
qtd_products is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_products is highly correlated with qtd_products and 1 other fields | High correlation |
avg_unique_products is highly correlated with avg_products | High correlation |
recency_days is highly correlated with customer_id | High correlation |
purchase_frequency is highly correlated with qtd_purchases | High correlation |
qtd_cancelled_products is highly correlated with qtd_products and 2 other fields | High correlation |
cancelled_over_purchased is highly correlated with qtd_cancelled_products | High correlation |
customer_id is highly correlated with recency_days | High correlation |
gross_revenue is highly skewed (γ1 = 23.72814196) | Skewed |
mean_ticket is highly skewed (γ1 = 46.60155412) | Skewed |
qtd_products is highly skewed (γ1 = 23.07183204) | Skewed |
avg_products is highly skewed (γ1 = 48.56980066) | Skewed |
qtd_cancelled_products is highly skewed (γ1 = 52.07018364) | Skewed |
customer_id has unique values | Unique |
qtd_cancelled_products has 4200 (73.6%) zeros | Zeros |
cancelled_over_purchased has 4200 (73.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-23 22:18:17.651921 |
|---|---|
| Analysis finished | 2022-11-23 22:18:43.851409 |
| Duration | 26.2 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 5703 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16602.87585 |
| Minimum | 12346 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12697.3 |
| Q1 | 14287.5 |
| median | 16229 |
| Q3 | 18214 |
| 95-th percentile | 21746.6 |
| Maximum | 22709 |
| Range | 10363 |
| Interquartile range (IQR) | 3926.5 |
Descriptive statistics
| Standard deviation | 2811.617168 |
|---|---|
| Coefficient of variation (CV) | 0.1693451901 |
| Kurtosis | -0.8238803827 |
| Mean | 16602.87585 |
| Median Absolute Deviation (MAD) | 1964 |
| Skewness | 0.4409657161 |
| Sum | 94686201 |
| Variance | 7905191.098 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 14383 | 1 | < 0.1% |
| 21091 | 1 | < 0.1% |
| 17123 | 1 | < 0.1% |
| 17891 | 1 | < 0.1% |
| 16498 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21089 | 1 | < 0.1% |
| 21088 | 1 | < 0.1% |
| Other values (5693) | 5693 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
| Distinct | 5458 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1719.97418 |
| Minimum | 0 |
|---|---|
| Maximum | 278778.02 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.596 |
| Q1 | 230.52 |
| median | 603.42 |
| Q3 | 1544.88 |
| 95-th percentile | 5190.786 |
| Maximum | 278778.02 |
| Range | 278778.02 |
| Interquartile range (IQR) | 1314.36 |
Descriptive statistics
| Standard deviation | 7360.945437 |
|---|---|
| Coefficient of variation (CV) | 4.279683685 |
| Kurtosis | 740.6201671 |
| Mean | 1719.97418 |
| Median Absolute Deviation (MAD) | 473.97 |
| Skewness | 23.72814196 |
| Sum | 9809012.75 |
| Variance | 54183517.73 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 1.25 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 0 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5448) | 5630 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1.776356839 × 10-15 | 1 | < 0.1% |
| 3.552713679 × 10-15 | 2 | < 0.1% |
| 1.065814104 × 10-14 | 1 | < 0.1% |
| 5.684341886 × 10-14 | 1 | < 0.1% |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 |
| Value | Count | Frequency (%) |
| 278778.02 | 1 | |
| 259657.3 | 1 | |
| 189735.53 | 1 | |
| 133007.13 | 1 | |
| 123638.18 | 1 | |
| 114505.32 | 1 | |
| 88138.2 | 1 | |
| 65920.12 | 1 | |
| 62924.1 | 1 | |
| 59419.34 | 1 |
| Distinct | 5508 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.22121083 |
| Minimum | 0 |
|---|---|
| Maximum | 9904.875 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.3502 |
| Q1 | 7.821939589 |
| median | 15.22257143 |
| Q3 | 21.20793145 |
| 95-th percentile | 71.26302198 |
| Maximum | 9904.875 |
| Range | 9904.875 |
| Interquartile range (IQR) | 13.38599186 |
Descriptive statistics
| Standard deviation | 158.8876329 |
|---|---|
| Coefficient of variation (CV) | 5.630078519 |
| Kurtosis | 2707.395005 |
| Mean | 28.22121083 |
| Median Absolute Deviation (MAD) | 7.041078891 |
| Skewness | 46.60155412 |
| Sum | 160945.5654 |
| Variance | 25245.27989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 1.25 | 9 | 0.2% |
| 2.95 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 0 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5498) | 5622 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1.758769148 × 10-17 | 1 | < 0.1% |
| 8.07434927 × 10-17 | 1 | < 0.1% |
| 2.537652628 × 10-16 | 1 | < 0.1% |
| 4.844609562 × 10-16 | 1 | < 0.1% |
| 1.894780629 × 10-15 | 1 | < 0.1% |
| 0.36 | 1 | < 0.1% |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9904.875 | 1 | |
| 3861 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1435.726667 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 | |
| 931.5 | 1 | |
| 872.13 | 1 | |
| 743.8 | 1 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.46887603 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.808862958 |
|---|---|
| Coefficient of variation (CV) | 1.962844131 |
| Kurtosis | 302.4748716 |
| Mean | 3.46887603 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.20103788 |
| Sum | 19783 |
| Variance | 46.36061478 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2874 | |
| 2 | 829 | 14.5% |
| 3 | 504 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2874 | |
| 2 | 829 | 14.5% |
| 3 | 504 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
| Distinct | 1840 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 977.833421 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4.1 |
| Q1 | 106 |
| median | 318 |
| Q3 | 804 |
| 95-th percentile | 2941.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 698 |
Descriptive statistics
| Standard deviation | 4425.980472 |
|---|---|
| Coefficient of variation (CV) | 4.526313354 |
| Kurtosis | 786.4421989 |
| Mean | 977.833421 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 23.07183204 |
| Sum | 5576584 |
| Variance | 19589303.14 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 113 | 2.0% |
| 2 | 73 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1830) | 5265 |
| Value | Count | Frequency (%) |
| 1 | 113 | |
| 2 | 73 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 74215 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 |
| Distinct | 2370 |
|---|---|
| Distinct (%) | 41.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 268.240499 |
| Minimum | 1 |
|---|---|
| Maximum | 74215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 152 |
| Q3 | 290.7083333 |
| 95-th percentile | 733.9375 |
| Maximum | 74215 |
| Range | 74214 |
| Interquartile range (IQR) | 215.7083333 |
Descriptive statistics
| Standard deviation | 1198.360557 |
|---|---|
| Coefficient of variation (CV) | 4.467485565 |
| Kurtosis | 2772.238185 |
| Mean | 268.240499 |
| Median Absolute Deviation (MAD) | 96.5 |
| Skewness | 48.56980066 |
| Sum | 1529775.566 |
| Variance | 1436068.025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 100 | 22 | 0.4% |
| 72 | 22 | 0.4% |
| 73 | 21 | 0.4% |
| Other values (2360) | 5262 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 40498.5 | 1 | |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 |
| Distinct | 1171 |
|---|---|
| Distinct (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.25704339 |
| Minimum | 0.2 |
|---|---|
| Maximum | 1109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.267857143 |
| median | 15.07692308 |
| Q3 | 31 |
| 95-th percentile | 173 |
| Maximum | 1109 |
| Range | 1108.8 |
| Interquartile range (IQR) | 23.73214286 |
Descriptive statistics
| Standard deviation | 76.83231525 |
|---|---|
| Coefficient of variation (CV) | 2.062222556 |
| Kurtosis | 32.93259067 |
| Mean | 37.25704339 |
| Median Absolute Deviation (MAD) | 9.923076923 |
| Skewness | 5.076421351 |
| Sum | 212476.9185 |
| Variance | 5903.204666 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 277 | 4.9% |
| 2 | 161 | 2.8% |
| 3 | 115 | 2.0% |
| 9 | 105 | 1.8% |
| 10 | 105 | 1.8% |
| 8 | 103 | 1.8% |
| 7 | 101 | 1.8% |
| 6 | 101 | 1.8% |
| 5 | 100 | 1.8% |
| 13 | 97 | 1.7% |
| Other values (1161) | 4438 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1109 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.8099246 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 38 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 199 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 176 |
Descriptive statistics
| Standard deviation | 111.5190071 |
|---|---|
| Coefficient of variation (CV) | 0.9547048975 |
| Kurtosis | -0.637244736 |
| Mean | 116.8099246 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8158475767 |
| Sum | 666167 |
| Variance | 12436.48894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 67 | 1.2% |
| Other values (294) | 4827 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5474289192 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01103144296 |
| Q1 | 0.02496537396 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.975034626 |
Descriptive statistics
| Standard deviation | 0.5504743093 |
|---|---|
| Coefficient of variation (CV) | 1.005563079 |
| Kurtosis | 138.7183578 |
| Mean | 0.5474289192 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.848314544 |
| Sum | 3121.987126 |
| Variance | 0.3030219651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2882 | |
| 2 | 48 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.03448275862 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.02941176471 | 14 | 0.2% |
| 0.03571428571 | 13 | 0.2% |
| Other values (1216) | 2650 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 48 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2882 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| Distinct | 213 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.19480975 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 4200 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1468.516176 |
|---|---|
| Coefficient of variation (CV) | 32.49302705 |
| Kurtosis | 2760.820132 |
| Mean | 45.19480975 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 52.07018364 |
| Sum | 257746 |
| Variance | 2156539.759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 169 | 3.0% |
| 2 | 151 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (203) | 711 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 169 | 3.0% |
| 2 | 151 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 74215 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 |
| Distinct | 1380 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.012446537 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4200 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.001084013706 |
| 95-th percentile | 0.04119629874 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.001084013706 |
Descriptive statistics
| Standard deviation | 0.06760595652 |
|---|---|
| Coefficient of variation (CV) | 5.431708154 |
| Kurtosis | 128.7915174 |
| Mean | 0.012446537 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.38988063 |
| Sum | 70.98260053 |
| Variance | 0.004570565357 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 12 | 0.2% |
| 0.01075268817 | 4 | 0.1% |
| 0.009661835749 | 4 | 0.1% |
| 0.009259259259 | 3 | 0.1% |
| 0.5 | 3 | 0.1% |
| 0.03846153846 | 3 | 0.1% |
| 0.0243902439 | 3 | 0.1% |
| 0.02380952381 | 3 | 0.1% |
| 0.007462686567 | 3 | 0.1% |
| Other values (1370) | 1465 | 25.7% |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 0.0001169636243 | 1 | < 0.1% |
| 0.0001839926403 | 1 | < 0.1% |
| 0.0002816901408 | 1 | < 0.1% |
| 0.0003140703518 | 1 | < 0.1% |
| 0.0003619254434 | 1 | < 0.1% |
| 0.0003632401017 | 1 | < 0.1% |
| 0.0003637686431 | 1 | < 0.1% |
| 0.0003671071953 | 1 | < 0.1% |
| 0.000393081761 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 0.9999753077 | 1 | < 0.1% |
| 0.9863013699 | 1 | < 0.1% |
| 0.8333333333 | 1 | < 0.1% |
| 0.6333333333 | 1 | < 0.1% |
| 0.6115107914 | 1 | < 0.1% |
| 0.6008836524 | 1 | < 0.1% |
| 0.5964566929 | 1 | < 0.1% |
| 0.5648854962 | 1 | < 0.1% |
| 0.5646387833 | 1 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| customer_id | gross_revenue | mean_ticket | qtd_purchases | qtd_products | avg_products | avg_unique_products | recency_days | purchase_frequency | qtd_cancelled_products | cancelled_over_purchased | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5288.63 | 16.95 | 34 | 1733 | 50.97 | 0.62 | 372 | 17.00 | 40 | 0.02 |
| 1 | 13047 | 3089.10 | 15.92 | 9 | 1390 | 154.44 | 11.67 | 56 | 0.03 | 35 | 0.03 |
| 2 | 12583 | 6629.34 | 28.21 | 15 | 5028 | 335.20 | 7.60 | 2 | 0.04 | 50 | 0.01 |
| 3 | 13748 | 948.25 | 33.87 | 5 | 439 | 87.80 | 4.80 | 95 | 0.02 | 0 | 0.00 |
| 4 | 15100 | 635.10 | 105.85 | 3 | 80 | 26.67 | 0.33 | 333 | 0.07 | 22 | 0.28 |
| 5 | 15291 | 4551.51 | 42.14 | 14 | 2102 | 150.14 | 4.36 | 25 | 0.04 | 29 | 0.01 |
| 6 | 14688 | 5107.38 | 14.23 | 21 | 3621 | 172.43 | 7.05 | 7 | 0.06 | 399 | 0.11 |
| 7 | 17809 | 5344.85 | 84.84 | 12 | 2057 | 171.42 | 3.83 | 16 | 0.03 | 41 | 0.02 |
| 8 | 15311 | 59419.34 | 23.85 | 91 | 38194 | 419.71 | 6.23 | 0 | 0.24 | 474 | 0.01 |
| 9 | 16098 | 2005.63 | 29.93 | 7 | 613 | 87.57 | 4.86 | 87 | 0.02 | 0 | 0.00 |
Last rows
| customer_id | gross_revenue | mean_ticket | qtd_purchases | qtd_products | avg_products | avg_unique_products | recency_days | purchase_frequency | qtd_cancelled_products | cancelled_over_purchased | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 5693 | 22700 | 4839.42 | 78.06 | 1 | 1074 | 1074.00 | 55.00 | 1 | 1.00 | 0 | 0.00 |
| 5694 | 13298 | 360.00 | 180.00 | 1 | 96 | 96.00 | 2.00 | 1 | 1.00 | 0 | 0.00 |
| 5695 | 14569 | 227.39 | 18.95 | 1 | 79 | 79.00 | 10.00 | 1 | 1.00 | 0 | 0.00 |
| 5696 | 22704 | 17.90 | 2.56 | 1 | 14 | 14.00 | 7.00 | 1 | 1.00 | 0 | 0.00 |
| 5697 | 22705 | 3.35 | 1.68 | 1 | 2 | 2.00 | 2.00 | 1 | 1.00 | 0 | 0.00 |
| 5698 | 22706 | 5699.00 | 8.99 | 1 | 1747 | 1747.00 | 634.00 | 1 | 1.00 | 0 | 0.00 |
| 5699 | 22707 | 6756.06 | 9.25 | 1 | 2010 | 2010.00 | 730.00 | 0 | 1.00 | 0 | 0.00 |
| 5700 | 22708 | 3217.20 | 54.53 | 1 | 654 | 654.00 | 56.00 | 0 | 1.00 | 0 | 0.00 |
| 5701 | 22709 | 3950.72 | 18.21 | 1 | 731 | 731.00 | 217.00 | 0 | 1.00 | 0 | 0.00 |
| 5702 | 12713 | 794.55 | 21.47 | 1 | 505 | 505.00 | 37.00 | 0 | 1.00 | 0 | 0.00 |